Data-driven multi-step robust prediction of TBM attitude using a hybrid deep learning approach. - Kunyu Wang; Xianguo Wu; Limao Zhang; Xieqing Song (Adv. Eng. Informatics, 2023)

Energy-driven TBM health status estimation with a hybrid deep learning approach. - Yongsheng Li; Limao Zhang; Yue Pan; Serkan Tapkin; Xieqing Song (Expert Syst. Appl., 2024)

Physics-guided deep reinforcement learning for improved operation of TBM considering kinetic inertia stability. - Penghui Lin; Limao Zhang; Robert L. K. Tiong; Xieqing Song (Adv. Eng. Informatics, 2025)

Data-driven optimization for enhanced excavation efficiency in tunnel construction: A case study. - Jinting Huang; Ankang Ji; Limao Zhang; Xianlei Fu; Xieqing Song (Eng. Appl. Artif. Intell., 2025)